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ResearchFormerly WizWand

RDP Auditing on MNIST

0.056Empirical Epsilon (εα)SOTA black-box
-0.154561.266722.6884.10928May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SOTA black-boxTarget εα=0.15625, α=1.252026.050.056
SOTA black-boxTarget εα=0.15625, α=1.252026.050.056
SOTA black-boxTarget epsilon_alpha=0.25, alpha=2.02026.050.089
DV-RényiTarget εα=0.15625, α=1.252026.050.115
DV-RényiTarget εα=0.15625, α=1.252026.050.115
DV-RényiTarget epsilon_alpha=0.25, alpha=2.02026.050.202
SOTA black-boxTarget εα=0.625, α=1.252026.050.272
SOTA black-boxTarget εα=0.625, α=1.252026.050.272
SOTA black-boxTarget epsilon_alpha=1.0, alpha=2.02026.050.436
DV-RényiTarget εα=0.625, α=1.252026.050.469
DV-RényiTarget εα=0.625, α=1.252026.050.469
SOTA black-boxTarget εα=1.25, α=1.252026.050.588
SOTA black-boxTarget εα=1.25, α=1.252026.050.588
DV-RényiTarget epsilon_alpha=1.0, alpha=2.02026.050.867
SOTA black-boxTarget epsilon_alpha=2.0, alpha=2.02026.050.94
DV-RényiTarget εα=1.25, α=1.252026.050.995
DV-RényiTarget εα=1.25, α=1.252026.050.995
SOTA black-boxTarget εα=2.5, α=1.252026.051.256
SOTA black-boxTarget εα=2.5, α=1.252026.051.256
DV-RényiTarget epsilon_alpha=2.0, alpha=2.02026.051.527
SOTA black-boxTarget epsilon_alpha=4.0, alpha=2.02026.052.01
DV-RényiTarget epsilon_alpha=4.0, alpha=2.02026.052.127
DV-RényiTarget εα=2.5, α=1.252026.052.239
DV-RényiTarget εα=2.5, α=1.252026.052.239
DV-RényiTarget epsilon_alpha=10.0, alpha=2.02026.052.65
SOTA black-boxTarget εα=6.25, α=1.252026.053.325
SOTA black-boxTarget εα=6.25, α=1.252026.053.325
DV-RényiTarget εα=6.25, α=1.252026.053.884
DV-RényiTarget εα=6.25, α=1.252026.053.884
SOTA black-boxTarget epsilon_alpha=10.0, alpha=2.02026.055.32